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从土壤X射线计算机断层扫描数据中提取三维根系指标:体积和表面积分析

Extracting Metrics for Three-dimensional Root Systems: Volume and Surface Analysis from In-soil X-ray Computed Tomography Data.

作者信息

Suresh Niraj, Stephens Sean A, Adams Lexor, Beck Anthon N, McKinney Adriana L, Varga Tamas

机构信息

Environmental Molecular Sciences Laboratory.

Environmental Molecular Sciences Laboratory;

出版信息

J Vis Exp. 2016 Apr 26(110):53788. doi: 10.3791/53788.

DOI:10.3791/53788
PMID:27168248
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4941999/
Abstract

Plant roots play a critical role in plant-soil-microbe interactions that occur in the rhizosphere, as well as processes with important implications to climate change and crop management. Quantitative size information on roots in their native environment is invaluable for studying root growth and environmental processes involving plants. X-ray computed tomography (XCT) has been demonstrated to be an effective tool for in situ root scanning and analysis. We aimed to develop a costless and efficient tool that approximates the surface and volume of the root regardless of its shape from three-dimensional (3D) tomography data. The root structure of a Prairie dropseed (Sporobolus heterolepis) specimen was imaged using XCT. The root was reconstructed, and the primary root structure was extracted from the data using a combination of licensed and open-source software. An isosurface polygonal mesh was then created for ease of analysis. We have developed the standalone application imeshJ, generated in MATLAB(1), to calculate root volume and surface area from the mesh. The outputs of imeshJ are surface area (in mm(2)) and the volume (in mm(3)). The process, utilizing a unique combination of tools from imaging to quantitative root analysis, is described. A combination of XCT and open-source software proved to be a powerful combination to noninvasively image plant root samples, segment root data, and extract quantitative information from the 3D data. This methodology of processing 3D data should be applicable to other material/sample systems where there is connectivity between components of similar X-ray attenuation and difficulties arise with segmentation.

摘要

植物根系在根际发生的植物 - 土壤 - 微生物相互作用中起着关键作用,同时也在对气候变化和作物管理具有重要影响的过程中发挥作用。关于根系在其原生环境中的定量尺寸信息对于研究根系生长以及涉及植物的环境过程非常宝贵。X射线计算机断层扫描(XCT)已被证明是一种用于原位根系扫描和分析的有效工具。我们旨在开发一种低成本且高效的工具,该工具能够从三维(3D)断层扫描数据中近似根系的表面积和体积,而无需考虑其形状。使用XCT对一株异穗苔草(Sporobolus heterolepis)标本的根系结构进行成像。对根系进行重建,并使用许可软件和开源软件相结合的方式从数据中提取主根结构。然后创建一个等值面多边形网格以便于分析。我们已经在MATLAB(1)中开发了独立应用程序imeshJ,用于从网格计算根系体积和表面积。imeshJ的输出结果是表面积(单位为mm²)和体积(单位为mm³)。本文描述了从成像到根系定量分析的独特工具组合的过程。XCT和开源软件的组合被证明是一种强大的组合,可用于对植物根系样本进行非侵入性成像、分割根系数据以及从3D数据中提取定量信息。这种处理3D数据的方法应该适用于其他材料/样本系统,这些系统中各组成部分具有相似的X射线衰减且在分割时存在困难。

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本文引用的文献

1
The iRoCS Toolbox--3D analysis of the plant root apical meristem at cellular resolution.iRoCS工具箱——细胞分辨率下植物根尖分生组织的三维分析
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An online database for plant image analysis software tools.植物图像分析软件工具在线数据库。
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Going back to the roots: the microbial ecology of the rhizosphere.回归本源:根际的微生物生态学。
Nat Rev Microbiol. 2013 Nov;11(11):789-99. doi: 10.1038/nrmicro3109. Epub 2013 Sep 23.
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Recovering complete plant root system architectures from soil via X-ray μ-Computed Tomography.通过 X 射线微计算机断层扫描从土壤中恢复完整的植物根系结构。
Plant Methods. 2013 Mar 20;9(1):8. doi: 10.1186/1746-4811-9-8.
5
GiA Roots: software for the high throughput analysis of plant root system architecture.GiA Roots:用于植物根系结构高通量分析的软件。
BMC Plant Biol. 2012 Jul 26;12:116. doi: 10.1186/1471-2229-12-116.
6
RooTrak: automated recovery of three-dimensional plant root architecture in soil from x-ray microcomputed tomography images using visual tracking.RooTrak:使用视觉跟踪从 X 射线微计算机断层扫描图像中自动恢复土壤中三维植物根系结构。
Plant Physiol. 2012 Feb;158(2):561-9. doi: 10.1104/pp.111.186221. Epub 2011 Dec 21.
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Three-dimensional root phenotyping with a novel imaging and software platform.利用新型成像和软件平台进行三维根系表型分析。
Plant Physiol. 2011 Jun;156(2):455-65. doi: 10.1104/pp.110.169102. Epub 2011 Mar 31.